{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "import itertools\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.style.use('fivethirtyeight')\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.rcParams['axes.labelsize'] = 14\n",
    "matplotlib.rcParams['xtick.labelsize'] = 12\n",
    "matplotlib.rcParams['ytick.labelsize'] = 12\n",
    "matplotlib.rcParams['text.color'] = 'k'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to do time series analysis and forecasting for furniture sales."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel(\"Superstore.xls\")\n",
    "furniture = df.loc[df['Category'] == 'Furniture']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have a good 4-year furniture sales data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2014-01-06 00:00:00')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture['Order Date'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2017-12-30 00:00:00')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture['Order Date'].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preprocessing\n",
    "\n",
    "This step includes removing columns we do not need, check missing values, aggregate sales by date and so on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['Row ID', 'Order ID', 'Ship Date', 'Ship Mode', 'Customer ID', 'Customer Name', 'Segment', 'Country', 'City', 'State', 'Postal Code', 'Region', 'Product ID', 'Category', 'Sub-Category', 'Product Name', 'Quantity', 'Discount', 'Profit']\n",
    "furniture.drop(cols, axis=1, inplace=True)\n",
    "furniture = furniture.sort_values('Order Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Order Date    0\n",
       "Sales         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "furniture = furniture.groupby('Order Date')['Sales'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order Date</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-06</td>\n",
       "      <td>2573.820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-01-07</td>\n",
       "      <td>76.728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-01-10</td>\n",
       "      <td>51.940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-01-11</td>\n",
       "      <td>9.940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-01-13</td>\n",
       "      <td>879.939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Order Date     Sales\n",
       "0 2014-01-06  2573.820\n",
       "1 2014-01-07    76.728\n",
       "2 2014-01-10    51.940\n",
       "3 2014-01-11     9.940\n",
       "4 2014-01-13   879.939"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Indexing with time series data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2014-01-06', '2014-01-07', '2014-01-10', '2014-01-11',\n",
       "               '2014-01-13', '2014-01-14', '2014-01-16', '2014-01-19',\n",
       "               '2014-01-20', '2014-01-21',\n",
       "               ...\n",
       "               '2017-12-18', '2017-12-19', '2017-12-21', '2017-12-22',\n",
       "               '2017-12-23', '2017-12-24', '2017-12-25', '2017-12-28',\n",
       "               '2017-12-29', '2017-12-30'],\n",
       "              dtype='datetime64[ns]', name='Order Date', length=889, freq=None)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture = furniture.set_index('Order Date')\n",
    "furniture.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our current datetime data can be tricky to work with, therefore, we will use the averages daily sales value for that month instead, and we are using the start of each month as the timestamp."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = furniture['Sales'].resample('MS').mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Have a quick peek 2017 sales data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Order Date\n",
       "2017-01-01     397.602133\n",
       "2017-02-01     528.179800\n",
       "2017-03-01     544.672240\n",
       "2017-04-01     453.297905\n",
       "2017-05-01     678.302328\n",
       "2017-06-01     826.460291\n",
       "2017-07-01     562.524857\n",
       "2017-08-01     857.881889\n",
       "2017-09-01    1209.508583\n",
       "2017-10-01     875.362728\n",
       "2017-11-01    1277.817759\n",
       "2017-12-01    1256.298672\n",
       "Freq: MS, Name: Sales, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y['2017':]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing furniture sales time series data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e17fd87cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y.plot(figsize=(15, 6))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some distinguishable patterns appear when we plot the data. The time-series has seasonality pattern, such as sales are always low at the beginning of the year and high at the end of the year. There is always a strong upward trend within any single year with a couple of low months in the mid of the year.\n",
    "\n",
    "We can also visualize our data using a method called time-series decomposition that allows us to decompose our time series into three distinct components: trend, seasonality, and noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e1003f6eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 18, 8\n",
    "\n",
    "decomposition = sm.tsa.seasonal_decompose(y, model='additive')\n",
    "fig = decomposition.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above clearly shows that the sales of furniture is unstable, along with its obvious seasonality."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time series forecasting with ARIMA\n",
    "\n",
    "We are going to apply one of the most commonly used method for time-series forecasting, known as ARIMA, which stands for Autoregressive Integrated Moving Average.\n",
    "\n",
    "Parameter Selection for the ARIMA Time Series Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Examples of parameter combinations for Seasonal ARIMA...\n",
      "SARIMAX: (0, 0, 1) x (0, 0, 1, 12)\n",
      "SARIMAX: (0, 0, 1) x (0, 1, 0, 12)\n",
      "SARIMAX: (0, 1, 0) x (0, 1, 1, 12)\n",
      "SARIMAX: (0, 1, 0) x (1, 0, 0, 12)\n"
     ]
    }
   ],
   "source": [
    "p = d = q = range(0, 2)\n",
    "pdq = list(itertools.product(p, d, q))\n",
    "seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(itertools.product(p, d, q))]\n",
    "\n",
    "print('Examples of parameter combinations for Seasonal ARIMA...')\n",
    "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3]))\n",
    "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ARIMA(0, 0, 0)x(0, 0, 1, 12)12 - AIC:1131.2657078645939\n",
      "ARIMA(0, 0, 0)x(1, 0, 0, 12)12 - AIC:497.23144334183365\n",
      "ARIMA(0, 0, 0)x(1, 0, 1, 12)12 - AIC:1001.3915524374769\n",
      "ARIMA(0, 0, 0)x(1, 1, 0, 12)12 - AIC:318.0047199116341\n",
      "ARIMA(0, 0, 1)x(0, 0, 0, 12)12 - AIC:720.9252270758095\n",
      "ARIMA(0, 0, 1)x(0, 0, 1, 12)12 - AIC:2876.7174897071977\n",
      "ARIMA(0, 0, 1)x(0, 1, 0, 12)12 - AIC:466.56074298091255\n",
      "ARIMA(0, 0, 1)x(1, 0, 0, 12)12 - AIC:499.54290594685824\n",
      "ARIMA(0, 0, 1)x(1, 0, 1, 12)12 - AIC:2461.517421827548\n",
      "ARIMA(0, 0, 1)x(1, 1, 0, 12)12 - AIC:319.98848769468657\n",
      "ARIMA(0, 1, 0)x(0, 0, 1, 12)12 - AIC:1287.5697512865586\n",
      "ARIMA(0, 1, 0)x(1, 0, 0, 12)12 - AIC:497.78896630044073\n",
      "ARIMA(0, 1, 0)x(1, 0, 1, 12)12 - AIC:1388.8924232046936\n",
      "ARIMA(0, 1, 0)x(1, 1, 0, 12)12 - AIC:319.7714068109211\n",
      "ARIMA(0, 1, 1)x(0, 0, 0, 12)12 - AIC:649.9056176816999\n",
      "ARIMA(0, 1, 1)x(0, 0, 1, 12)12 - AIC:3307.7208814993064\n",
      "ARIMA(0, 1, 1)x(0, 1, 0, 12)12 - AIC:458.8705548482932\n",
      "ARIMA(0, 1, 1)x(1, 0, 0, 12)12 - AIC:486.18329774427826\n",
      "ARIMA(0, 1, 1)x(1, 0, 1, 12)12 - AIC:2625.602326434297\n",
      "ARIMA(0, 1, 1)x(1, 1, 0, 12)12 - AIC:310.75743684172994\n",
      "ARIMA(1, 0, 0)x(0, 0, 0, 12)12 - AIC:692.1645522067712\n",
      "ARIMA(1, 0, 0)x(0, 0, 1, 12)12 - AIC:1399.3709974017943\n",
      "ARIMA(1, 0, 0)x(0, 1, 0, 12)12 - AIC:479.46321478521355\n",
      "ARIMA(1, 0, 0)x(1, 0, 0, 12)12 - AIC:480.92593679352177\n",
      "ARIMA(1, 0, 0)x(1, 0, 1, 12)12 - AIC:1431.0752736869172\n",
      "ARIMA(1, 0, 0)x(1, 1, 0, 12)12 - AIC:304.4664675084554\n",
      "ARIMA(1, 0, 1)x(0, 0, 0, 12)12 - AIC:665.779444218685\n",
      "ARIMA(1, 0, 1)x(0, 0, 1, 12)12 - AIC:246116.34689777798\n",
      "ARIMA(1, 0, 1)x(0, 1, 0, 12)12 - AIC:468.3685195814987\n",
      "ARIMA(1, 0, 1)x(1, 0, 0, 12)12 - AIC:482.5763323876739\n",
      "ARIMA(1, 0, 1)x(1, 0, 1, 12)12 - AIC:3365796.8535189056\n",
      "ARIMA(1, 0, 1)x(1, 1, 0, 12)12 - AIC:306.0156002122138\n",
      "ARIMA(1, 1, 0)x(0, 0, 0, 12)12 - AIC:671.2513547541902\n",
      "ARIMA(1, 1, 0)x(0, 0, 1, 12)12 - AIC:1393.2157168383435\n",
      "ARIMA(1, 1, 0)x(0, 1, 0, 12)12 - AIC:479.2003422281134\n",
      "ARIMA(1, 1, 0)x(1, 0, 0, 12)12 - AIC:475.34036587848493\n",
      "ARIMA(1, 1, 0)x(1, 0, 1, 12)12 - AIC:2102.468501404909\n",
      "ARIMA(1, 1, 0)x(1, 1, 0, 12)12 - AIC:300.6270901345443\n",
      "ARIMA(1, 1, 1)x(0, 0, 0, 12)12 - AIC:649.0318019835024\n",
      "ARIMA(1, 1, 1)x(0, 0, 1, 12)12 - AIC:2603.9208285600357\n",
      "ARIMA(1, 1, 1)x(0, 1, 0, 12)12 - AIC:460.4762687610111\n",
      "ARIMA(1, 1, 1)x(1, 0, 0, 12)12 - AIC:469.52503546608614\n",
      "ARIMA(1, 1, 1)x(1, 0, 1, 12)12 - AIC:2586.7750340396897\n",
      "ARIMA(1, 1, 1)x(1, 1, 0, 12)12 - AIC:297.7875439553055\n"
     ]
    }
   ],
   "source": [
    "for param in pdq:\n",
    "    for param_seasonal in seasonal_pdq:\n",
    "        try:\n",
    "            mod = sm.tsa.statespace.SARIMAX(y,\n",
    "                                            order=param,\n",
    "                                            seasonal_order=param_seasonal,\n",
    "                                            enforce_stationarity=False,\n",
    "                                            enforce_invertibility=False)\n",
    "\n",
    "            results = mod.fit()\n",
    "\n",
    "            print('ARIMA{}x{}12 - AIC:{}'.format(param, param_seasonal, results.aic))\n",
    "        except:\n",
    "            continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1          0.0146      0.342      0.043      0.966      -0.655       0.684\n",
      "ma.L1         -1.0000      0.360     -2.781      0.005      -1.705      -0.295\n",
      "ar.S.L12      -0.0253      0.042     -0.609      0.543      -0.107       0.056\n",
      "sigma2      2.958e+04   1.22e-05   2.43e+09      0.000    2.96e+04    2.96e+04\n",
      "==============================================================================\n"
     ]
    }
   ],
   "source": [
    "mod = sm.tsa.statespace.SARIMAX(y,\n",
    "                                order=(1, 1, 1),\n",
    "                                seasonal_order=(1, 1, 0, 12),\n",
    "                                enforce_stationarity=False,\n",
    "                                enforce_invertibility=False)\n",
    "\n",
    "results = mod.fit()\n",
    "\n",
    "print(results.summary().tables[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e100639780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results.plot_diagnostics(figsize=(16, 8))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Validating forecasts\n",
    "\n",
    "To help us understand the accuracy of our forecasts, we compare predicted sales to real sales of the time series, and we set forecasts to start at 2017-07-01 to the end of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e100959588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = results.get_prediction(start=pd.to_datetime('2017-01-01'), dynamic=False)\n",
    "pred_ci = pred.conf_int()\n",
    "\n",
    "ax = y['2014':].plot(label='observed')\n",
    "pred.predicted_mean.plot(ax=ax, label='One-step ahead Forecast', alpha=.7, figsize=(14, 7))\n",
    "\n",
    "ax.fill_between(pred_ci.index,\n",
    "                pred_ci.iloc[:, 0],\n",
    "                pred_ci.iloc[:, 1], color='k', alpha=.2)\n",
    "\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Furniture Sales')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The line plot is showing the observed values compared to the rolling forecast predictions. Overall, our forecasts align with the true values very well, showing an upward trend starts from the beginning of the year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Mean Squared Error of our forecasts is 22993.58\n"
     ]
    }
   ],
   "source": [
    "y_forecasted = pred.predicted_mean\n",
    "y_truth = y['2017-01-01':]\n",
    "\n",
    "# Compute the mean square error\n",
    "mse = ((y_forecasted - y_truth) ** 2).mean()\n",
    "print('The Mean Squared Error of our forecasts is {}'.format(round(mse, 2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Root Mean Squared Error of our forecasts is 151.64\n"
     ]
    }
   ],
   "source": [
    "print('The Root Mean Squared Error of our forecasts is {}'.format(round(np.sqrt(mse), 2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In statistics, the mean squared error (MSE) of an estimator measures the average of the squares of the errors — that is, the average squared difference between the estimated values and what is estimated. The MSE is a measure of the quality of an estimator—it is always non-negative, and the smaller the MSE, the closer we are to finding the line of best fit.\n",
    "\n",
    "Root Mean Square Error (RMSE) tells us that our model was able to forecast the average daily furniture sales in the test set within 151.64 of the real sales. Our furniture daily sales range from around 400 to over 1200. In my opinion, this is a pretty good model so far."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Producing and visualizing forecasts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x210eb6adeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_uc = results.get_forecast(steps=100)\n",
    "pred_ci = pred_uc.conf_int()\n",
    "\n",
    "ax = y.plot(label='observed', figsize=(14, 7))\n",
    "pred_uc.predicted_mean.plot(ax=ax, label='Forecast')\n",
    "ax.fill_between(pred_ci.index,\n",
    "                pred_ci.iloc[:, 0],\n",
    "                pred_ci.iloc[:, 1], color='k', alpha=.25)\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Furniture Sales')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our model clearly captured furniture sales seasonality. As we forecast further out into the future, it is natural for us to become less confident in our values. This is reflected by the confidence intervals generated by our model, which grow larger as we move further out into the future."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above time series analysis for furniture makes me curious about other categories, and how do they compare with each other onver time. Therefore, we are going to compare time series of furniture and office supplier."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time Series comparison furniture sales and Office Supplies\n",
    "\n",
    "### Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "furniture = df.loc[df['Category'] == 'Furniture']\n",
    "office = df.loc[df['Category'] == 'Office Supplies']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to our data, there were way more number of sales from Office Supplies than from Furniture over the years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2121, 21), (6026, 21))"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture.shape, office.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['Row ID', 'Order ID', 'Ship Date', 'Ship Mode', 'Customer ID', 'Customer Name', 'Segment', 'Country', 'City', 'State', 'Postal Code', 'Region', 'Product ID', 'Category', 'Sub-Category', 'Product Name', 'Quantity', 'Discount', 'Profit']\n",
    "furniture.drop(cols, axis=1, inplace=True)\n",
    "office.drop(cols, axis=1, inplace=True)\n",
    "\n",
    "furniture = furniture.sort_values('Order Date')\n",
    "office = office.sort_values('Order Date')\n",
    "\n",
    "furniture = furniture.groupby('Order Date')['Sales'].sum().reset_index()\n",
    "office = office.groupby('Order Date')['Sales'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Have a quick peek, perfect!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order Date</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-06</td>\n",
       "      <td>2573.820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-01-07</td>\n",
       "      <td>76.728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-01-10</td>\n",
       "      <td>51.940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-01-11</td>\n",
       "      <td>9.940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-01-13</td>\n",
       "      <td>879.939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Order Date     Sales\n",
       "0 2014-01-06  2573.820\n",
       "1 2014-01-07    76.728\n",
       "2 2014-01-10    51.940\n",
       "3 2014-01-11     9.940\n",
       "4 2014-01-13   879.939"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order Date</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-03</td>\n",
       "      <td>16.448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-01-04</td>\n",
       "      <td>288.060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-01-05</td>\n",
       "      <td>19.536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-01-06</td>\n",
       "      <td>685.340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-01-07</td>\n",
       "      <td>10.430</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Order Date    Sales\n",
       "0 2014-01-03   16.448\n",
       "1 2014-01-04  288.060\n",
       "2 2014-01-05   19.536\n",
       "3 2014-01-06  685.340\n",
       "4 2014-01-07   10.430"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "office.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data exploration\n",
    "\n",
    "We are going to compare two categories' sales in the same time period. This means combine two data frames into one and plot these two categories' time series into one plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order Date</th>\n",
       "      <th>furniture_sales</th>\n",
       "      <th>office_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>480.194231</td>\n",
       "      <td>285.357647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-02-01</td>\n",
       "      <td>367.931600</td>\n",
       "      <td>63.042588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-03-01</td>\n",
       "      <td>857.291529</td>\n",
       "      <td>391.176318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-04-01</td>\n",
       "      <td>567.488357</td>\n",
       "      <td>464.794750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-05-01</td>\n",
       "      <td>432.049188</td>\n",
       "      <td>324.346545</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Order Date  furniture_sales  office_sales\n",
       "0 2014-01-01       480.194231    285.357647\n",
       "1 2014-02-01       367.931600     63.042588\n",
       "2 2014-03-01       857.291529    391.176318\n",
       "3 2014-04-01       567.488357    464.794750\n",
       "4 2014-05-01       432.049188    324.346545"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture = furniture.set_index('Order Date')\n",
    "office = office.set_index('Order Date')\n",
    "\n",
    "y_furniture = furniture['Sales'].resample('MS').mean()\n",
    "y_office = office['Sales'].resample('MS').mean()\n",
    "\n",
    "furniture = pd.DataFrame({'Order Date':y_furniture.index, 'Sales':y_furniture.values})\n",
    "office = pd.DataFrame({'Order Date': y_office.index, 'Sales': y_office.values})\n",
    "\n",
    "store = furniture.merge(office, how='inner', on='Order Date')\n",
    "store.rename(columns={'Sales_x': 'furniture_sales', 'Sales_y': 'office_sales'}, inplace=True)\n",
    "store.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e1005b5828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8))\n",
    "plt.plot(store['Order Date'], store['furniture_sales'], 'b-', label = 'furniture')\n",
    "plt.plot(store['Order Date'], store['office_sales'], 'r-', label = 'office supplies')\n",
    "plt.xlabel('Date'); plt.ylabel('Sales'); plt.title('Sales of Furniture and Office Supplies')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We observe that sales of furniture and office supplies shared a similar seasonal pattern. Early of the year is the off season for both of the two categories. It seems summer time is quiet for office supplies too. in addition, average daily sales for furniture are higher than those of office supplies in most of the months. It is understandable, as the value of furniture should be much higher than those of office supplies. Occationaly, office supplies passed furnitue on average daily sales. Let's find out when was the first time office supplies' sales surpassed those of furniture's. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Office supplies first time produced higher sales than furniture is 2014-07-01.\n"
     ]
    }
   ],
   "source": [
    "first_date = store.ix[np.min(list(np.where(store['office_sales'] > store['furniture_sales'])[0])), 'Order Date']\n",
    "\n",
    "print(\"Office supplies first time produced higher sales than furniture is {}.\".format(first_date.date()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It was July 2014."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time Series Modeling with Prophet\n",
    "\n",
    "Released by Facebook in 2017, forecasting tool Prophet is designed for analyzing time-series that display patterns on different time scales such as yearly, weekly and daily. It also has advanced capabilities for modeling the effects of holidays on a time-series and implementing custom changepoints. Therefore, we are using Prophet to get a model up and running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet.forecaster:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet.forecaster:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x1e103a437f0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fbprophet import Prophet\n",
    "\n",
    "furniture = furniture.rename(columns={'Order Date': 'ds', 'Sales': 'y'})\n",
    "furniture_model = Prophet(interval_width=0.95)\n",
    "furniture_model.fit(furniture)\n",
    "\n",
    "office = office.rename(columns={'Order Date': 'ds', 'Sales': 'y'})\n",
    "office_model = Prophet(interval_width=0.95)\n",
    "office_model.fit(office)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "furniture_forecast = furniture_model.make_future_dataframe(periods=36, freq='MS')\n",
    "furniture_forecast = furniture_model.predict(furniture_forecast)\n",
    "\n",
    "office_forecast = office_model.make_future_dataframe(periods=36, freq='MS')\n",
    "office_forecast = office_model.predict(office_forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e1008a0b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e100bf0390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6))\n",
    "furniture_model.plot(furniture_forecast, xlabel = 'Date', ylabel = 'Sales')\n",
    "plt.title('Furniture Sales');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e1008bc8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e1008bc748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6))\n",
    "office_model.plot(office_forecast, xlabel = 'Date', ylabel = 'Sales')\n",
    "plt.title('Office Supplies Sales');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare Forecasts\n",
    "\n",
    "We already have the forecasts for three years for these two categories into the future. We will now join them together to compare their future forecasts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>furniture_trend</th>\n",
       "      <th>furniture_trend_lower</th>\n",
       "      <th>furniture_trend_upper</th>\n",
       "      <th>furniture_yhat_lower</th>\n",
       "      <th>furniture_yhat_upper</th>\n",
       "      <th>furniture_additive_terms</th>\n",
       "      <th>furniture_additive_terms_lower</th>\n",
       "      <th>furniture_additive_terms_upper</th>\n",
       "      <th>furniture_multiplicative_terms</th>\n",
       "      <th>...</th>\n",
       "      <th>office_additive_terms</th>\n",
       "      <th>office_additive_terms_lower</th>\n",
       "      <th>office_additive_terms_upper</th>\n",
       "      <th>office_multiplicative_terms</th>\n",
       "      <th>office_multiplicative_terms_lower</th>\n",
       "      <th>office_multiplicative_terms_upper</th>\n",
       "      <th>office_yearly</th>\n",
       "      <th>office_yearly_lower</th>\n",
       "      <th>office_yearly_upper</th>\n",
       "      <th>office_yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>731.079361</td>\n",
       "      <td>731.079361</td>\n",
       "      <td>731.079361</td>\n",
       "      <td>276.869806</td>\n",
       "      <td>829.451704</td>\n",
       "      <td>-178.836100</td>\n",
       "      <td>-178.836100</td>\n",
       "      <td>-178.836100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-132.483942</td>\n",
       "      <td>-132.483942</td>\n",
       "      <td>-132.483942</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-132.483942</td>\n",
       "      <td>-132.483942</td>\n",
       "      <td>-132.483942</td>\n",
       "      <td>297.865749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-02-01</td>\n",
       "      <td>733.206972</td>\n",
       "      <td>733.206972</td>\n",
       "      <td>733.206972</td>\n",
       "      <td>121.041537</td>\n",
       "      <td>688.538214</td>\n",
       "      <td>-324.048145</td>\n",
       "      <td>-324.048145</td>\n",
       "      <td>-324.048145</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-288.226070</td>\n",
       "      <td>-288.226070</td>\n",
       "      <td>-288.226070</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-288.226070</td>\n",
       "      <td>-288.226070</td>\n",
       "      <td>-288.226070</td>\n",
       "      <td>149.595672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-03-01</td>\n",
       "      <td>735.128684</td>\n",
       "      <td>735.128684</td>\n",
       "      <td>735.128684</td>\n",
       "      <td>407.083799</td>\n",
       "      <td>943.409265</td>\n",
       "      <td>-69.406915</td>\n",
       "      <td>-69.406915</td>\n",
       "      <td>-69.406915</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.829065</td>\n",
       "      <td>0.829065</td>\n",
       "      <td>0.829065</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.829065</td>\n",
       "      <td>0.829065</td>\n",
       "      <td>0.829065</td>\n",
       "      <td>445.399757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-04-01</td>\n",
       "      <td>737.256294</td>\n",
       "      <td>737.256294</td>\n",
       "      <td>737.256294</td>\n",
       "      <td>327.584872</td>\n",
       "      <td>853.485003</td>\n",
       "      <td>-140.477169</td>\n",
       "      <td>-140.477169</td>\n",
       "      <td>-140.477169</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-89.156127</td>\n",
       "      <td>-89.156127</td>\n",
       "      <td>-89.156127</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-89.156127</td>\n",
       "      <td>-89.156127</td>\n",
       "      <td>-89.156127</td>\n",
       "      <td>362.886617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-05-01</td>\n",
       "      <td>739.315271</td>\n",
       "      <td>739.315271</td>\n",
       "      <td>739.315271</td>\n",
       "      <td>309.487518</td>\n",
       "      <td>847.622423</td>\n",
       "      <td>-172.355011</td>\n",
       "      <td>-172.355011</td>\n",
       "      <td>-172.355011</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-183.195734</td>\n",
       "      <td>-183.195734</td>\n",
       "      <td>-183.195734</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-183.195734</td>\n",
       "      <td>-183.195734</td>\n",
       "      <td>-183.195734</td>\n",
       "      <td>276.078026</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date  furniture_trend  furniture_trend_lower  furniture_trend_upper  \\\n",
       "0 2014-01-01       731.079361             731.079361             731.079361   \n",
       "1 2014-02-01       733.206972             733.206972             733.206972   \n",
       "2 2014-03-01       735.128684             735.128684             735.128684   \n",
       "3 2014-04-01       737.256294             737.256294             737.256294   \n",
       "4 2014-05-01       739.315271             739.315271             739.315271   \n",
       "\n",
       "   furniture_yhat_lower  furniture_yhat_upper  furniture_additive_terms  \\\n",
       "0            276.869806            829.451704               -178.836100   \n",
       "1            121.041537            688.538214               -324.048145   \n",
       "2            407.083799            943.409265                -69.406915   \n",
       "3            327.584872            853.485003               -140.477169   \n",
       "4            309.487518            847.622423               -172.355011   \n",
       "\n",
       "   furniture_additive_terms_lower  furniture_additive_terms_upper  \\\n",
       "0                     -178.836100                     -178.836100   \n",
       "1                     -324.048145                     -324.048145   \n",
       "2                      -69.406915                      -69.406915   \n",
       "3                     -140.477169                     -140.477169   \n",
       "4                     -172.355011                     -172.355011   \n",
       "\n",
       "   furniture_multiplicative_terms     ...       office_additive_terms  \\\n",
       "0                             0.0     ...                 -132.483942   \n",
       "1                             0.0     ...                 -288.226070   \n",
       "2                             0.0     ...                    0.829065   \n",
       "3                             0.0     ...                  -89.156127   \n",
       "4                             0.0     ...                 -183.195734   \n",
       "\n",
       "   office_additive_terms_lower  office_additive_terms_upper  \\\n",
       "0                  -132.483942                  -132.483942   \n",
       "1                  -288.226070                  -288.226070   \n",
       "2                     0.829065                     0.829065   \n",
       "3                   -89.156127                   -89.156127   \n",
       "4                  -183.195734                  -183.195734   \n",
       "\n",
       "   office_multiplicative_terms  office_multiplicative_terms_lower  \\\n",
       "0                          0.0                                0.0   \n",
       "1                          0.0                                0.0   \n",
       "2                          0.0                                0.0   \n",
       "3                          0.0                                0.0   \n",
       "4                          0.0                                0.0   \n",
       "\n",
       "   office_multiplicative_terms_upper  office_yearly  office_yearly_lower  \\\n",
       "0                                0.0    -132.483942          -132.483942   \n",
       "1                                0.0    -288.226070          -288.226070   \n",
       "2                                0.0       0.829065             0.829065   \n",
       "3                                0.0     -89.156127           -89.156127   \n",
       "4                                0.0    -183.195734          -183.195734   \n",
       "\n",
       "   office_yearly_upper  office_yhat  \n",
       "0          -132.483942   297.865749  \n",
       "1          -288.226070   149.595672  \n",
       "2             0.829065   445.399757  \n",
       "3           -89.156127   362.886617  \n",
       "4          -183.195734   276.078026  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "furniture_names = ['furniture_%s' % column for column in furniture_forecast.columns]\n",
    "office_names = ['office_%s' % column for column in office_forecast.columns]\n",
    "\n",
    "merge_furniture_forecast = furniture_forecast.copy()\n",
    "merge_office_forecast = office_forecast.copy()\n",
    "\n",
    "merge_furniture_forecast.columns = furniture_names\n",
    "merge_office_forecast.columns = office_names\n",
    "\n",
    "forecast = pd.merge(merge_furniture_forecast, merge_office_forecast, how = 'inner', left_on = 'furniture_ds', right_on = 'office_ds')\n",
    "\n",
    "forecast = forecast.rename(columns={'furniture_ds': 'Date'}).drop('office_ds', axis=1)\n",
    "forecast.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing the trend and the forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e104356668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 7))\n",
    "plt.plot(forecast['Date'], forecast['furniture_trend'], 'b-')\n",
    "plt.plot(forecast['Date'], forecast['office_trend'], 'r-')\n",
    "plt.legend(); plt.xlabel('Date'); plt.ylabel('Sales')\n",
    "plt.title('Furniture vs. Office Supplies Sales Trend');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e1043455c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 7))\n",
    "plt.plot(forecast['Date'], forecast['furniture_yhat'], 'b-')\n",
    "plt.plot(forecast['Date'], forecast['office_yhat'], 'r-')\n",
    "plt.legend(); plt.xlabel('Date'); plt.ylabel('Sales')\n",
    "plt.title('Furniture vs. Office Supplies Estimate');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trends and Patterns\n",
    "\n",
    "Now, we can use the Prophet Models to inspect different trends of these two categories in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e10087dbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "furniture_model.plot_components(furniture_forecast);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e10086c3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "office_model.plot_components(office_forecast);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Good to see that the sales for both furniture and office supplies have been linearly increasing over time although office supplies' growth seems slightly stronger.\n",
    "\n",
    "The worst month for furniture is April, the worst month for office supplies is February. The best month for furniture is December, and the best month for office supplies is November.\n",
    "\n",
    "There are many time-series analysis we can explore from now on, such as forecast with uncertainty bounds, change point and anomaly detection, forecast time-series with external data source. We have only scratched the surface here. Stay tuned for future works on time-series analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
